import hashlib, tempfile, ctypes, re, pathlib from tinygrad.helpers import to_char_p_p, colored, getenv, system from tinygrad.runtime.support.c import init_c_var from tinygrad.runtime.autogen import nvrtc, nvjitlink as jitlink from tinygrad.device import Compiler, CompileError CUDA_PATH = getenv("CUDA_PATH", "") def _get_bytes(arg, get_str, get_sz, check) -> bytes: x = ctypes.create_string_buffer(init_c_var(ctypes.c_size_t, lambda x: check(get_sz(arg, ctypes.byref(x)))).value) check(get_str(arg, x)) return ctypes.string_at(x, size=len(x)) def nvrtc_check(status, ctx=None): if status != 0: err_log = _get_bytes(ctx, nvrtc.nvrtcGetProgramLog, nvrtc.nvrtcGetProgramLogSize, lambda _: None).decode() if ctx else "" raise CompileError(f"Nvrtc Error {status}, {ctypes.string_at(nvrtc.nvrtcGetErrorString(status)).decode()}\n{err_log}") def jitlink_check(status, ctx=None): if status != 0: err_log = _get_bytes(ctx, jitlink.nvJitLinkGetErrorLog, jitlink.nvJitLinkGetErrorLogSize, lambda _: None).decode() if ctx else "" raise CompileError(f"jitlink Error {status}, {jitlink.nvJitLinkResult.get(status)}\n{err_log}") def pretty_ptx(s): # all expressions match `` and replace it with `color()` s = re.sub(r'([!@<\[\s,\+\-;\n])((?:[_%$][\w%\$_]+(?:\.[xyz])?\:?)|(?:buf\d+))([<>\]\s,\+\-;\n\)])', lambda m:m[1]+colored(m[2], "blue")+m[3], s, flags=re.M) # identifiers s = re.sub(r'(.)((?:b|s|u|f)(?:8|16|32|64)|pred)([\.\s])', lambda m:m[1]+colored(m[2], "green")+m[3], s, flags=re.M) # types s = re.sub(r'^(\s*)([\w]+)(.*?;$)', lambda m:m[1]+colored(m[2], "yellow")+m[3], s, flags=re.M) # instructions s = re.sub(r'([<>\[\]\s,\+\-;])((?:0[fF][0-9a-fA-F]{8})|(?:[0-9]+)|(?:0[xX][0-9a-fA-F]+))([<>\[\]\s,\+\-;])', lambda m:m[1]+colored(m[2], "yellow")+m[3], s, flags=re.M) # numbers s = re.sub(r'(\.)(param|reg|global)', lambda m:m[1]+colored(m[2], "magenta"), s, flags=re.M) # space s = re.sub(r'(\.)(version|target|address_size|visible|entry)', lambda m:m[1]+colored(m[2], "magenta"), s, flags=re.M) # derivatives return s def cuda_disassemble(lib:bytes, arch:str, ptx=False): try: fn = (pathlib.Path(tempfile.gettempdir()) / f"tinycuda_{hashlib.md5(lib).hexdigest()}").as_posix() with open(fn, "wb") as f: f.write(lib.rstrip(b'\x00') if ptx else lib) if ptx: system(f"ptxas -arch={arch} -o {fn} {fn}") print(system(f'nvdisasm {fn}')) except Exception as e: print("Failed to generate SASS", str(e), "Make sure your PATH contains ptxas/nvdisasm binary of compatible version.") class NVRTCCompiler(Compiler): def __init__(self, arch:str, ptx=True, cache_key:str="cuda"): self.ptx, self.arch, self.compile_options = ptx, arch, [f'--gpu-architecture={arch}'] self.compile_options += [f"-I{CUDA_PATH}/include"] if CUDA_PATH else ["-I/usr/local/cuda/include", "-I/usr/include", "-I/opt/cuda/include"] nvrtc_check(nvrtc.nvrtcVersion((nvrtcMajor := ctypes.c_int()), (nvrtcMinor := ctypes.c_int()))) if (nvrtcMajor.value, nvrtcMinor.value) >= (12, 4): self.compile_options.append("--minimal") super().__init__(f"compile_{cache_key}_{self.arch}") def compile(self, src:str) -> bytes: nvrtc_check(nvrtc.nvrtcCreateProgram(ctypes.byref(prog := nvrtc.nvrtcProgram()), src.encode(), "".encode(), 0, None, None)) nvrtc_check(nvrtc.nvrtcCompileProgram(prog, len(self.compile_options), to_char_p_p([o.encode() for o in self.compile_options])), prog) data = _get_bytes(prog, nvrtc.nvrtcGetPTX if self.ptx else nvrtc.nvrtcGetCUBIN, nvrtc.nvrtcGetPTXSize if self.ptx else nvrtc.nvrtcGetCUBINSize, nvrtc_check) nvrtc_check(nvrtc.nvrtcDestroyProgram(ctypes.byref(prog))) return data def disassemble(self, lib:bytes): cuda_disassemble(lib, self.arch, ptx=self.ptx) class NVCCCompiler(Compiler): def __init__(self, arch:str, ptx:bool=True, cache_key:str="cuda", extra_options:list[str]=[]): assert ptx, "NVCCCompiler cubin support unimplemented" self.arch, self.extra_options = arch, extra_options super().__init__(f"compile_nvcc_{cache_key}_{self.arch}_{hashlib.sha256(' '.join(extra_options).encode()).hexdigest()[:8]}") def compile(self, src:str) -> bytes: with tempfile.NamedTemporaryFile(suffix=".cu") as srcf, tempfile.NamedTemporaryFile(suffix=".ptx") as libf: srcf.write(src.encode()) srcf.flush() system(f"nvcc -arch={self.arch} -ptx -o {libf.name} {srcf.name}" + ' '.join(self.extra_options)) return libf.read() def disassemble(self, lib:bytes): cuda_disassemble(lib, self.arch, ptx=True) class PTXCompiler(Compiler): def __init__(self, arch:str, cache_key="ptx"): self.arch = arch super().__init__(f"compile_{cache_key}_{self.arch}") def compile(self, src:str) -> bytes: return src.replace("TARGET", self.arch).replace("VERSION", "8.7" if (ver:=int(self.arch[3:]))>=120 else ("7.8" if ver>=89 else "7.5")).encode() def disassemble(self, lib:bytes): cuda_disassemble(lib, self.arch, ptx=True) class NVPTXCompiler(PTXCompiler): def __init__(self, arch:str): nvrtc_check(jitlink.nvJitLinkVersion(ctypes.byref(ctypes.c_uint()), ctypes.byref(ctypes.c_uint()))) super().__init__(arch, cache_key="nv_ptx") def compile(self, src:str) -> bytes: jitlink_check(jitlink.nvJitLinkCreate(handle := jitlink.nvJitLinkHandle(), 1, to_char_p_p([f'-arch={self.arch}'.encode()])), handle) jitlink_check(jitlink.nvJitLinkAddData(handle, jitlink.NVJITLINK_INPUT_PTX, ptxsrc:=super().compile(src), len(ptxsrc), "".encode()), handle) jitlink_check(jitlink.nvJitLinkComplete(handle), handle) data = _get_bytes(handle, jitlink.nvJitLinkGetLinkedCubin, jitlink.nvJitLinkGetLinkedCubinSize, jitlink_check) jitlink_check(jitlink.nvJitLinkDestroy(handle)) return data def disassemble(self, lib:bytes): cuda_disassemble(lib, self.arch)